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eess.AS2026
Cached LLM Probability Retrieval for Speech Recognition
Sheng Li, Takahiro Shinozaki, Tatsuya Kawahara
Large language models (LLMs) enhance automatic speech recognition (ASR) by providing linguistic priors; however, their direct rescoring is costly because it requires evaluating eve…
eess.AS2026
Synchronized Three-Dimensional Vocal-Tract Motion for Speech Synchronization via Joint-Embedding Predictive Architecture Alignment
Sheng Li, Takahiro Shinozaki
Modern neural speech systems can generate intelligible waveforms, but they usually hide the physical speech-production state that produced the sound. Conversely, biomechanical voca…
eess.AS2025
RAG-Boost: Retrieval-Augmented Generation Enhanced LLM-based Speech Recognition
Pengcheng Wang, Sheng Li, Takahiro Shinozaki
In this paper, we propose RAG-Boost (ST-ShinozakiLab Task I system), which enhances the baseline LLM-based ASR system of the MLC-SLM Challenge (task I) with a retrieval-augmented g…